Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

All sources, flag “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-134953	ENR	Logan T Wallace	2006-03-23	UHC-86756-78	7064362179	255 Valley View Dr, San Diego, CA, 92111	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-50531	TPA	Yuki Stone	1941-05-22	—	6989662942	8948 Forest Ave, Fresno, CA, 93766	0.76	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
CLM-405983	CLM	Abigail George	1993-07-19	UHC-48841-18	8823971842	6504 Camelback Rd, Tempe, AZ, 85263	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-139371	ENR	Martha J Marquez	2002-07-06	UHC-95428-18	8807405655	6570 Mesa Dr, Phoenix, AZ, 85053	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-107554	ENR	Keith Long	1947-10-25	—	6159738489	7989 Maple Ave, Miami, FL, 33196	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-25760	PRV	Nicole I Barnes	1993-01-26	UHC-03627-37	7259883788	480 Washington St, Nashville, TN, 37288	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122086	ENR	Andrew Z Carr	—	UHC-90893-71	5846119363	8266 Broadway, San Diego, CA, 92109	0.76	Date of birth missing Phone reformatted Address re-cased State code upper-cased+2 more
ENR-103056	ENR	Heather G Boyd	1954-10-26	UHC-21223-18	9519957781	4167 Ridge Rd, Minneapolis, MN, 55492	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-121725	ENR	Janet X Hednerson	1976-07-16	UHC-29228-29	9843086993	7039 Mountain View Dr, Houston, TX, 77055	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105229	ENR	Deborah O Washington	1977-04-15	UHC-12760-52	6214061998	3063 Pine Dr, Orlando, FL, 32856	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422607	CLM	Megan Carter	1953-09-14	UHC-16129-53	—	2354 Canyon Rd, Tucson, AZ, 85771	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-29060	PRV	Mariana Vargas	1944-09-26	UHC-68701-44	8884460464	4191 Willow Ct, Los Angeles, CA, 90062	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-125862	ENR	Doris J Henderson	1976-10-24	UHC-34202-89	—	3173 Valley View Dr, Houston, TX	0.76	Name re-cased Date of birth reformatted State code upper-cased ZIP missing+2 more
CLM-418681	CLM	Kayla D Hudson	1960-02-21	UHC-58397-65	4915516717	3581 Ocean Ave, Sacramento, CA, 95864	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-55358	TPA	Sandra Estrada	1986-01-13	—	—	7408 Spring St, Charlotte, NC, 28277	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-110461	ENR	Angela X Cook	1991-09-23	UHC-77530-85	4425192779	469 Pine Dr, Glendale, AZ, 85334	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54129	TPA	Garrett Aadm	1986-12-01	—	—	1633 Palm Dr, Los Angeles, CA, 90078	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-135141	ENR	Wei U Kelley	1976-03-16	UHC-78866-10	8199494035	2804 Central Ave, Charlotte, NC, 28271	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113546	ENR	Alexander F Jordan	1979-06-22	UHC-41447-04	6527957318	8019 Church St, Charlotte, NC, 28263	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-424088	CLM	Tyler Silva	1993-01-21	—	2304632573	3953 Maple Ave, Denver, CO, 80234	0.76	City re-cased State code upper-cased ZIP+4 trimmed Plan code upper-cased+2 more
ENR-130267	ENR	Sandra Reynolds	1946-09-26	UHC-58865-76	—	5433 Meadow Ln, Phoenix, AZ, 85035	0.76	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-60374	TPA	Cheryl Butler	1945-11-14	—	—	6585 Bayshore Dr, Plano, TX, 75038	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-129477	ENR	Lori Porter	1946-02-14	UHC-02218-88	2658648981	8225 Grand Ave, Plano, TX, 75062	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130315	ENR	Katherine H Rose	1973-04-01	UHC-31860-41	7345373502	2876 Oak St, Denver, CO, 80221	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53251	TPA	Madison Moreno	1969-01-04	—	—	3424 Jefferson Ave, Fresno, CA, 93703	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-135534	ENR	Pamela X Little	1944-02-19	UHC-32755-61	2077861357	8997 Forest Ave, Tucson, AZ, 85797	0.76	Middle initial moved out of first name Name re-cased Phone reformatted State code upper-cased+2 more
CLM-411611	CLM	Alexis Hunt	1978-10-09	UHC-21311-85	—	6601 Maple Ave, Tempe, AZ, 85245	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-132550	ENR	Lawrence King	1965-02-16	UHC-50289-20	2628417769	8299 Maple Ave, Glendale, AZ	0.76	Name re-cased City re-cased State code upper-cased ZIP missing+2 more
CLM-418117	CLM	Steven Henry	2005-04-14	—	—	2583 Elm St, Tempe, AZ, 85209	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-135023	ENR	Sharon C Gray	1960-01-01	UHC-95468-33	3296595868	4386 Pine Dr, Eden Prairie, MN, 55363	0.76	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+2 more
ENR-135787	ENR	Emily Mejia	1964-05-18	UHC-47698-75	9453348786	1138 Cedar Ln, Miami, FL, 33144	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-425740	CLM	Luis Dominguez	1955-05-24	UHC-85052-29	3937968725	42 Washington St, Los Angeles, CA, 90034	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58431	TPA	Joyce Reid	1965-10-13	UHC-05392-10	3467266979	3296 Sunset Blvd, Scottsdale, AZ, 85241	0.76	Street suffix standardised Address re-cased State code upper-cased Email lower-cased+2 more
ENR-140027	ENR	Melissa O Lewis	1999-01-05	UHC-02738-68	6772010880	5700 Apache Blvd, Las Vegas, NV, 89125	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-140026	ENR	Melissa O Lewis	1999-01-05	UHC-02738-68	6772010880	5700 Apache Blvd, Las Vegas, NV, 89125	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-112432	ENR	Teresa U Greene	1966-10-05	UHC-09192-11	8096719727	6237 Oak St, San Diego, CA, 92178	0.76	Phone reformatted City re-cased State code upper-cased Gender normalised+2 more
CLM-400274	CLM	Alexander Medina	1962-10-09	UHC-92974-96	7598484612	3388 Forest Ave Apt 34, Atlanta, GA, 30372	0.76	Name re-cased Date of birth reformatted Unit split from street State code upper-cased+2 more
ENR-117729	ENR	Thomas Harvey	1992-07-03	UHC-73538-47	4002935315	2745 Mesa Dr, San Diego, CA, 92169	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+2 more
ENR-142979	ENR	Rose X Olivia	1987-06-10	UHC-89527-37	8048838448	483 Mesa Dr, Miami, FL, 33161	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118636	ENR	Danielle V Andrews	2006-04-02	UHC-00916-15	5888328982	621 Lincoln Way, Scottsdale, AZ, 85265	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+2 more
TPA-58355	TPA	Adam W Ortega	1967-06-08	—	—	8102 Mountain View Dr, Orlando, FL, 32855	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-118081	ENR	Karen Gibson	1976-02-21	UHC-49708-56	5348288152	6786 Grand Ave, Denver, CO, 80299	0.76	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-405862	CLM	James Barnes	1989-12-07	UHC-76680-76	4695387610	5095 Meadow Ln, Eden Prairie, MN, 55362	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-105498	ENR	Jeremy D Campbell	1971-01-02	UHC-66823-60	7257764765	5454 Market St, Fresno, CA, 93733	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-419516	CLM	Karen Padilla	1998-05-28	UHC-05442-22	2773930913	8532 Forest Ave, Tucson, AZ, 85740	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416872	CLM	Brenda Ortiz	1973-05-20	UHC-96228-35	6006619747	4107 Palm Dr, Fresno, CA, 93701	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-29038	PRV	Jessica Alvarez	1950-03-27	—	7407250663	976 Sunset Blvd, Gilbert, AZ, 85218	0.76	Date of birth reformatted Phone reformatted State code upper-cased ZIP+4 trimmed+2 more
PRV-25479	PRV	Justin Schultz	1985-08-09	UHC-07089-67	4286094867	6556 Mountain View Dr, Glendale, AZ, 85309	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-134661	ENR	Abigail W Banks	1942-09-20	UHC-27644-46	—	9274 Oak St, Tempe, AZ, 85200	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-28651	PRV	Dylan R Fuller	1938-03-20	UHC-49709-97	6133801722	9644 Indian School Rd, Miami, FL	0.76	Phone reformatted Member ID reformatted State code upper-cased ZIP missing+2 more

4,010 rows, page 49 of 81Previous Next